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A Data-Driven Dynamic Programming Model for Research Position Demand Forecasting

机译:研究职位需求预测的数据驱动动态规划模型

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摘要

It has been worthy of notice that the number of scientific researchers has experienced a rapid growth in China. Meanwhile, the strict restriction to the total number and the position structure of researchers has exerted great pressure on the Chinese researchers. The decision makers have noticed this dilemma and a quantitative predicting result for decision support is in need. This paper puts forward a data-driven dynamic programming model to estimate the research position demand gap based on the thought of dynamic programming. This model fully considers the real practice of human resource management in scientific management in China. In the empirical study, the personnel data from 2006 to 2014, which are abstracted from the Academia Resource Planning system of the Chinese Academy of Sciences, are applied to the empirical analysis to estimate the human resource demand gap in the 13th Five Year Plan. The results show that there is a big demand gap of the research position on the whole in the next five years.
机译:值得注意的是,中国的科研人员数量迅速增长。同时,对研究人员总数和职位结构的严格限制也给中国研究人员施加了巨大压力。决策者已经注意到了这一难题,需要定量的预测结果来支持决策。提出了一种基于数据驱动的动态规划模型,以动态规划的思想为基础,估计了研究职位的需求缺口。该模型充分考虑了中国科学管理中人力资源管理的实际做法。在实证研究中,从中国科学院学术资源规划系统中提取的2006年至2014年的人员数据被用于实证分析,以估算“十三五”期间的人力资源需求缺口。结果表明,未来五年总体上研究职位的需求缺口很大。

著录项

  • 来源
    《Annals Data Science》 |2017年第1期|19-30|共12页
  • 作者单位

    Institute of Policy and Management, Chinese Academy of Sciences, Beijing 100190, China,University of Chinese Academy of Sciences, Beijing 100049, China;

    Institute of Policy and Management, Chinese Academy of Sciences, Beijing 100190, China;

    Computer Network Information Center, Chinese Academy of Sciences, Beijing 100190, China;

    Computer Network Information Center, Chinese Academy of Sciences, Beijing 100190, China;

    Institute of Policy and Management, Chinese Academy of Sciences, Beijing 100190, China,Key Laboratory of Big Data Mining and Knowledge Management, Chinese Academy of Sciences,Beijing 100190, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    scientific research management; dynamic programming; human resource demand forecasting;

    机译:科研管理;动态编程人力资源需求预测;

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